{"id":2348,"date":"2019-07-09T03:21:16","date_gmt":"2019-07-08T22:51:16","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=2348"},"modified":"2019-07-26T20:05:17","modified_gmt":"2019-07-26T15:35:17","slug":"how-to-improve-a-neural-network-with-regularization","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/how-to-improve-a-neural-network-with-regularization\/","title":{"rendered":"\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0638\u0645 \u062f\u0647\u06cc ( Regularization )\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f\u061f"},"content":{"rendered":"<p>\u06af\u0627\u0647\u06cc \u0634\u0645\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u062f\u0646\u0638\u0631\u062a\u0627\u0646 \u0631\u0627 \u0633\u0627\u062e\u062a\u0647 \u00ad\u0627\u06cc\u062f \u0648 \u0645\u06cc\u00ad \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0647 \u062e\u0648\u0628\u06cc \u0639\u0645\u0644 \u0645\u06cc\u00ad \u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u062e\u0648\u0628 \u0639\u0645\u0644 \u0646\u0645\u06cc\u00ad \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0646\u0634\u0627\u0646\u00ad \u062f\u0647\u0646\u062f\u0647 \u0645\u0633\u0626\u0644\u0647 \u0628\u06cc\u0634 \u00ad\u0628\u0631\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 ( Overfitting ) \u0645\u06cc \u00ad\u0628\u0627\u0634\u062f \u0648 \u06cc\u0639\u0646\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0634\u0645\u0627 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f \u0648 \u0646\u0645\u06cc\u00ad \u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u062f\u0627\u062f\u0647\u00ad\u0627\u06cc \u06a9\u0647 \u0647\u0646\u0648\u0632 \u0645\u0648\u0631\u062f \u0622\u0645\u0648\u0632\u0634 \u0642\u0631\u0627\u0631 \u0646\u06af\u0631\u0641\u062a\u0647 \u0647\u0645\u062e\u0648\u0627\u0646\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u062f\u0648 \u0631\u0648\u0634 \u0631\u0627\u06cc\u062c \u0628\u0631\u0627\u06cc \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u062a\u0648\u0636\u06cc\u062d\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0645\u0637\u0631\u062d \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<ul>\n<li>\u062f\u0631\u06cc\u0627\u0641\u062a \u062f\u0627\u062f\u0647\u00ad \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0638\u0645 \u00ad\u062f\u0647\u06cc ( Regularization )<\/li>\n<\/ul>\n<p>\u0639\u0645\u0644 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc\u0632\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u062f\u0647 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u06cc\u06a9 \u0627\u0645\u0631 \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0647\u0632\u06cc\u0646\u0647 \u00ad\u0628\u0631 \u0645\u06cc \u00ad\u0628\u0627\u0634\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0646\u0638\u0645 \u00ad\u062f\u0647\u06cc \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u0639\u0645\u0648\u0644 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0628\u06cc\u0634\u00ad \u0628\u0631\u0627\u0632\u0634 \u0645\u06cc\u00ad \u0628\u0627\u0634\u062f \u0648 \u0628\u0647 \u0645\u0631\u0648\u0631 \u0632\u0645\u0627\u0646 \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u00ad\u0628\u062e\u0634\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u00ad \u0647\u0627\u06cc L2 Regularization \u0648 Dropout\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0648\u0634\u00ad \u0647\u0627\u06cc \u0646\u0638\u0645 \u00ad\u062f\u0647\u06cc \u062f\u0631 <a href=\"https:\/\/shahaab-co.ir\/mag\/tag\/%d8%b4%d8%a8%da%a9%d9%87-%d9%87%d8%a7%db%8c-%d8%b9%d8%b5%d8%a8%db%8c\/\" target=\"_blank\" rel=\"noopener\">\u0634\u0628\u06a9\u0647\u00ad \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc<\/a>\u060c \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u00ad\u0634\u0648\u0646\u062f. \u0633\u067e\u0633 \u06a9\u062f \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u062a\u0623\u062b\u06cc\u0631 \u0622\u0646 \u0647\u0627 \u0631\u0648\u06cc \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0642\u0627\u0628\u0644 \u0631\u0648\u06cc\u062a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u0646\u0638\u0645-\u062f\u0647\u06cc.jpg\" alt=\"\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0646\u0638\u0645 \u062f\u0647\u06cc\" class=\"wp-image-2350\" width=\"450\" height=\"300\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u0646\u0638\u0645-\u062f\u0647\u06cc.jpg 600w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u0646\u0638\u0645-\u062f\u0647\u06cc-300x200.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/><\/figure><\/div>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/how-to-improve-a-neural-network-with-regularization\/#L2_Regularization\" >L2 Regularization<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/how-to-improve-a-neural-network-with-regularization\/#%DA%86%D8%B1%D8%A7_Regularization_%D9%85%D9%81%DB%8C%D8%AF_%D8%A7%D8%B3%D8%AA%D8%9F\" >\u0686\u0631\u0627 Regularization \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/how-to-improve-a-neural-network-with-regularization\/#Dropout_Regularization\" >Dropout Regularization<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/how-to-improve-a-neural-network-with-regularization\/#%DA%86%D8%B1%D8%A7_dropout_%D9%85%D9%81%DB%8C%D8%AF_%D8%A7%D8%B3%D8%AA%D8%9F\" >\u0686\u0631\u0627 dropout \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/how-to-improve-a-neural-network-with-regularization\/#%D9%BE%DB%8C%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Regularization\" >\u067e\u06cc\u0627\u062f\u0647\u00ad \u0633\u0627\u0632\u06cc Regularization<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/how-to-improve-a-neural-network-with-regularization\/#%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DB%8C%DA%A9_%D9%86%D9%85%D9%88%D9%86%D9%87_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\" >\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/how-to-improve-a-neural-network-with-regularization\/#%D9%85%D8%AF%D9%84_Non-regularized\" >\u0645\u062f\u0644 Non-regularized<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"L2_Regularization\"><\/span><strong>L2 Regularization<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631<a href=\"https:\/\/shahaab-co.ir\/mag\/tag\/%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%b9%d9%85%db%8c%d9%82\/\" target=\"_blank\" rel=\"noopener\"> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a> \u0647\u062f\u0641 \u06a9\u0644\u06cc \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u00ad\u0631\u0633\u0627\u0646\u06cc \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 ( \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u00ad\u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a )\u0632\u06cc\u0631 \u0645\u06cc \u00ad\u0628\u0627\u0634\u062f:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u062a\u0627\u0628\u0639-\u0647\u0632\u06cc\u0646\u0647-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc.png\" alt=\"\" class=\"wp-image-2352\" width=\"600\" height=\"100\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u062a\u0627\u0628\u0639-\u0647\u0632\u06cc\u0646\u0647-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u062a\u0627\u0628\u0639-\u0647\u0632\u06cc\u0646\u0647-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-300x50.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u062a\u0627\u0628\u0639-\u0647\u0632\u06cc\u0646\u0647-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-768x128.png 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n<p>\u062c\u0627\u06cc\u06cc \u06a9\u0647 L \u0645\u06cc\u00ad \u062a\u0648\u0627\u0646\u062f \u0647\u0631 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u00ad \u0627\u06cc \u0628\u0627\u0634\u062f ( \u0645\u0627\u0646\u0646\u062f \u062a\u0627\u0628\u0639 Cross-entropy ). \u062d\u0627\u0644\u060c \u0628\u0631\u0627\u06cc L2 Regularization \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062a\u0646\u0638\u06cc\u0645 \u0648\u0632\u0646\u00ad \u0647\u0627 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc\u00ad \u0634\u0648\u062f \u0648 \u0645\u0639\u0627\u062f\u0644\u0647 \u0632\u06cc\u0631 \u062d\u0627\u0635\u0644 \u062e\u0648\u0627\u0647\u062f \u0634\u062f:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"800\" height=\"110\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u062a\u0627\u0628\u0639-\u062a\u0646\u0638\u06cc\u0645-\u0648\u0632\u0646-\u0647\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc.png\" alt=\"\" class=\"wp-image-2354\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u062a\u0627\u0628\u0639-\u062a\u0646\u0638\u06cc\u0645-\u0648\u0632\u0646-\u0647\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u062a\u0627\u0628\u0639-\u062a\u0646\u0638\u06cc\u0645-\u0648\u0632\u0646-\u0647\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-300x41.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u062a\u0627\u0628\u0639-\u062a\u0646\u0638\u06cc\u0645-\u0648\u0632\u0646-\u0647\u0627-\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-768x106.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure><\/div>\n\n\n<p>\u062c\u0627\u06cc\u06cc \u06a9\u0647 \ud835\udf06 ( \u0644\u0627\u0646\u062f\u0627 ) \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u0638\u0645 \u00ad\u062f\u0647\u06cc \u0645\u06cc \u00ad\u0628\u0627\u0634\u062f. F \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 &nbsp;\u0646\u0631\u0645\u0627\u0644 Frobenius \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u00ad\u0634\u0648\u062f \u0648 \u062f\u0631\u0648\u0627\u0642\u0639 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u0645\u062c\u0630\u0648\u0631 \u0646\u0631\u0645\u0627\u0644 \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0645\u06cc\u00ad \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0644\u0627\u0646\u062f\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0647 \u0634\u0631\u0627\u06cc\u0637 \u0645\u06cc\u00ad \u062a\u0648\u0627\u0646\u062f \u062a\u0646\u0638\u06cc\u0645 \u0634\u0648\u062f \u06cc\u0639\u0646\u06cc \u0645\u0642\u062f\u0627\u0631 \u0628\u0627\u0644\u0627\u06cc \u0648\u0632\u0646\u00ad \u0647\u0627 \u0628\u0627 \u062f\u0631\u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u0645\u0642\u062f\u0627\u0631 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0644\u0627\u0646\u062f\u0627 \u0642\u0627\u0628\u0644 \u06a9\u0646\u062a\u0631\u0644 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f \u0648 \u0628\u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u0645\u0642\u062f\u0627\u0631 \u06a9\u0645 \u0628\u0631\u0627\u06cc \u0644\u0627\u0646\u062f\u0627 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062a\u0646\u0638\u06cc\u0645 \u0645\u0642\u062f\u0627\u0631 \u06a9\u0645 \u0648\u0632\u0646\u00ad \u0647\u0627 \u062f\u0631\u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc\u00ad \u0634\u0648\u062f. \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0627\u06cc\u062f \u062d\u062f\u0627\u0642\u0644\u00ad \u0631\u0633\u0627\u0646\u06cc \u0634\u0648\u062f\u060c \u062a\u0646\u0627\u0633\u0628 \u0645\u0637\u0631\u062d \u0634\u062f\u0647 \u0645\u0646\u0637\u0642\u06cc \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u00ad\u0631\u0633\u062f \u0648 \u0628\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0645\u062c\u0630\u0648\u0631 \u0646\u0631\u0645\u0627\u0644 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0648\u0632\u0646\u00ad \u0647\u0627 \u0648 \u0636\u0631\u0628 \u0622\u0646 \u062f\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u0638\u0645 \u00ad\u062f\u0647\u06cc\u060c \u0648\u0632\u0646\u00ad \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f \u0628\u0647 \u0646\u0648\u0639\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u00ad \u0634\u0648\u062f \u0648 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u00ad \u06cc\u0627\u0628\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_Regularization_%D9%85%D9%81%DB%8C%D8%AF_%D8%A7%D8%B3%D8%AA%D8%9F\"><\/span><strong>\u0686\u0631\u0627 Regularization \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0627\u0646\u0638\u0648\u0631 \u06a9\u0647 \u06af\u0641\u062a\u0647 \u0634\u062f\u060c \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u0638\u0645 \u00ad\u062f\u0647\u06cc\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0631\u0648\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0648\u0632\u0646 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u062f \u0648 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0646\u0627\u0647\u0645\u0628\u0646\u062f \u0645\u06cc\u00ad \u06a9\u0646\u062f. \u062a\u0627\u0628\u0639 <a href=\"https:\/\/shahaab-co.ir\/mag\/tag\/%d9%81%d8%b9%d8%a7%d9%84-%d8%b3%d8%a7%d8%b2%db%8c\/\" target=\"_blank\" rel=\"noopener\">\u0641\u0639\u0627\u0644\u00ad \u0633\u0627\u0632\u06cc<\/a> ( \u062f\u0631 \u0645\u0642\u0627\u0644\u0647\u00ad \u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a )\u060c \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0631\u0627\u0628\u0637\u0647 \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0648\u0632\u0646\u00ad \u0647\u0627 \u0645\u0637\u0631\u062d \u0645\u06cc \u00ad\u0634\u0648\u062f:<\/p>\n<p>\u0628\u0627 \u06a9\u0627\u0647\u0634 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0648\u0632\u0646\u060c z \u0646\u06cc\u0632 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u00ad \u06cc\u0627\u0628\u062f\u060c \u06a9\u0647 \u062f\u0631 \u067e\u06cc \u0622\u0646 \u062a\u0623\u062b\u06cc\u0631 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644\u00ad \u0633\u0627\u0632\u06cc \u0646\u06cc\u0632 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u00ad\u06cc\u0627\u0628\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0628\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06a9\u0645\u00ad\u062a\u0631\u060c \u0628\u0647 \u0646\u0633\u0628\u062a \u0647\u0645\u062e\u0648\u0627\u0646\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0627 \u062f\u0627\u062f\u0647 \u00ad\u0647\u0627 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a \u0648 \u0628\u0637\u0648\u0631 \u0645\u0624\u062b\u0631\u062a\u0631\u06cc \u0628\u06cc\u0634 \u00ad\u0628\u0631\u0627\u0632\u0634 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u00ad \u062f\u0647\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Dropout_Regularization\"><\/span><strong>Dropout Regularization<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u0645\u062f\u0644\u060c \u0647\u0645\u0647 \u0644\u0627\u06cc\u0647\u00ad \u0647\u0627\u06cc \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0645\u06cc \u00ad\u067e\u06cc\u0645\u0627\u06cc\u062f \u0648 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u062d\u0641\u0638 \u06cc\u0627 \u062d\u0630\u0641 \u0646\u0648\u062f\u0647\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc\u00ad \u06af\u06cc\u0631\u062f. \u0627\u0644\u0628\u062a\u0647 \u0644\u0627\u06cc\u0647 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc \u0628\u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u062d\u0627\u0644\u062a \u0627\u0648\u0644\u06cc\u0647 \u062d\u0641\u0638 \u0645\u06cc \u00ad\u0634\u0648\u0646\u062f. \u0627\u062d\u062a\u0645\u0627\u0644 \u062d\u0641\u0638 \u0647\u0631 \u0646\u0648\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u00ad\u0634\u0648\u062f \u0648 \u0645\u0627 \u0641\u0642\u0637 \u0622\u0633\u062a\u0627\u0646\u0647 \u00ad\u0627\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u062f\u0631\u0646\u0638\u0631 \u0645\u06cc \u00ad\u06af\u06cc\u0631\u06cc\u0645\u060c \u0645\u0642\u062f\u0627\u0631\u06cc \u06a9\u0647 \u0645\u0634\u062e\u0635 \u06a9\u0646\u062f \u0646\u0648\u062f \u062d\u0641\u0638 \u0634\u062f\u0647 \u06cc\u0627 \u062e\u06cc\u0631.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631 \u0622\u0633\u062a\u0627\u0646\u0647 \u0631\u0627 \u06f0\u066b\u06f7 \u062f\u0631\u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f\u060c \u0627\u062d\u062a\u0645\u0627\u0644 \u062d\u0630\u0641 \u0646\u0648\u062f \u0627\u0632 \u0634\u0628\u06a9\u0647\u060c \u0628\u0631\u0627\u0628\u0631 \u06f3\u06f0\u066a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0645\u0646\u062c\u0631 \u0628\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u0634\u0628\u06a9\u0647\u00ad \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0648\u0686\u06a9\u00ad\u062a\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0645\u06cc\u00ad \u0634\u0648\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"800\" height=\"194\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-Dropout-Regularization.png\" alt=\"\" class=\"wp-image-2357\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-Dropout-Regularization.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-Dropout-Regularization-300x73.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-Dropout-Regularization-768x186.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption>\u0631\u0627\u0633\u062a: \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u067e\u0633 \u0627\u0632 dropout&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;            &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u0686\u067e: \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0642\u0628\u0644 \u0627\u0632 dropout <\/figcaption><\/figure><\/div>\n\n\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_dropout_%D9%85%D9%81%DB%8C%D8%AF_%D8%A7%D8%B3%D8%AA%D8%9F\"><\/span><strong>\u0686\u0631\u0627 <\/strong><strong>dropout<\/strong><strong> \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f \u062d\u0630\u0641 \u062a\u0635\u0627\u062f\u0641\u06cc \u0646\u0648\u062f\u0647\u0627 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u0646\u0638\u0645 \u00ad\u062f\u0647\u06cc \u0628\u0647 \u0622\u0646\u060c \u0627\u0645\u0631\u06cc \u0628\u0647 \u062f\u0648\u0631 \u0627\u0632 \u0645\u0646\u0637\u0642 \u0627\u0633\u062a \u0627\u0645\u0627 \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u0646\u06cc\u0632 Dropout\u060c \u06cc\u06a9 \u0631\u0648\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062d\u0628\u0648\u0628 \u0648 \u06a9\u0627\u0645\u0644\u0627\u064b \u062a\u0623\u06cc\u06cc\u062f \u0634\u062f\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0634\u0628\u06a9\u0647 \u00ad\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u06cc\u00ad \u0628\u0627\u0634\u062f. \u062d\u0627\u0644 \u0686\u0631\u0627 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0639\u0645\u0644 \u0645\u06cc\u00ad \u06a9\u0646\u062f\u061f<\/p>\n<p>Dropout \u062f\u0631\u0648\u0627\u0642\u0639 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0646\u0645\u06cc\u00ad \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u06cc\u06a9 \u0646\u0648\u062f \u0648\u0631\u0648\u062f\u06cc \u0645\u062a\u06a9\u06cc \u0628\u0627\u0634\u062f\u060c \u0686\u0631\u0627\u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0634\u062f\u0646 \u062f\u0627\u0631\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0645\u0627\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u0648\u0632\u0646 \u0628\u0627\u0644\u0627 \u0628\u0647 \u0648\u06cc\u0698\u06af\u06cc\u00ad \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0646\u062f\u0627\u0631\u062f\u060c \u0686\u0631\u0627\u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u062d\u0630\u0641 \u0622\u0646 \u0647\u0627 \u0646\u06cc\u0632 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u062f\u0631 \u067e\u06cc \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u060c \u0648\u0632\u0646 \u00ad\u0647\u0627 \u062f\u0631 \u0645\u06cc\u0627\u0646 \u062a\u0645\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc\u00ad \u0647\u0627 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u00ad \u0634\u0648\u062f \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06a9\u0645\u00ad\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u0647\u0627 \u062f\u0631\u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u00ad\u0634\u0648\u062f \u0648 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u062a\u0623\u062b\u06cc\u0631 \u0628\u0633\u0632\u0627\u06cc\u06cc \u062f\u0631 \u0646\u0638\u0645 \u00ad\u062f\u0647\u06cc \u0648 \u06cc\u06a9\u00ad\u062f\u0633\u062a\u00ad \u0634\u062f\u0646\u0650 \u0645\u062f\u0644 \u062f\u0627\u0631\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Regularization\"><\/span><strong>\u067e\u06cc\u0627\u062f\u0647\u00ad \u0633\u0627\u0632\u06cc <\/strong><strong>Regularization<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644\u060c \u067e\u06cc\u0627\u062f\u0647 \u00ad\u0633\u0627\u0632\u06cc \u062f\u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Dropout \u0648 L2 Regularization \u0631\u0627 \u0631\u0648\u06cc \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u00ad \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u062a\u0623\u062b\u06cc\u0631\u0627\u062a \u0622\u0646 \u0647\u0627 \u0631\u0648\u06cc \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u0634\u062e\u0635 \u0634\u0648\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DB%8C%DA%A9_%D9%86%D9%85%D9%88%D9%86%D9%87_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span><strong>\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u06cc\u0627\u062f\u0647\u00ad \u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u063a\u0627\u0632 \u06a9\u0631\u062f\u0647 \u0648 \u067e\u0633 \u0627\u0632 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u00ad\u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0645\u062f\u0646\u0638\u0631\u060c \u0642\u0637\u0639\u0647 \u06a9\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc\u00ad \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0627\u06cc\u062c\u0627\u062f-\u0645\u062c\u0645\u0648\u0639\u0647-\u0646\u0645\u0648\u0646\u0647.png\" alt=\"\" class=\"wp-image-2361\" width=\"600\" height=\"209\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0627\u06cc\u062c\u0627\u062f-\u0645\u062c\u0645\u0648\u0639\u0647-\u0646\u0645\u0648\u0646\u0647.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0627\u06cc\u062c\u0627\u062f-\u0645\u062c\u0645\u0648\u0639\u0647-\u0646\u0645\u0648\u0646\u0647-300x105.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0627\u06cc\u062c\u0627\u062f-\u0645\u062c\u0645\u0648\u0639\u0647-\u0646\u0645\u0648\u0646\u0647-768x268.png 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n<p>\u0634\u06a9\u0644 \u0632\u06cc\u0631 \u062d\u0627\u0635\u0644 \u0645\u06cc\u00ad \u0634\u0648\u062f:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"399\" height=\"259\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0646\u0645\u0648\u062f\u0627\u0631-\u0645\u062c\u0645\u0648\u0639\u0647-\u0646\u0645\u0648\u0646\u0647.png\" alt=\"\" class=\"wp-image-2365\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0646\u0645\u0648\u062f\u0627\u0631-\u0645\u062c\u0645\u0648\u0639\u0647-\u0646\u0645\u0648\u0646\u0647.png 399w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0646\u0645\u0648\u062f\u0627\u0631-\u0645\u062c\u0645\u0648\u0639\u0647-\u0646\u0645\u0648\u0646\u0647-300x195.png 300w\" sizes=\"(max-width: 399px) 100vw, 399px\" \/><\/figure><\/div>\n\n\n<p>\u0628\u0633\u06cc\u0627\u0631\u062e\u0648\u0628\u060c \u0627\u06cc\u0646 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0627 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u0627\u0633\u062a\u060c \u062d\u0627\u0644 \u0645\u06cc\u00ad \u062e\u0648\u0627\u0647\u06cc\u0645 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0646\u0648\u06cc\u0633\u06cc\u0645 \u06a9\u0647 \u0647\u0631\u06a9\u062f\u0627\u0645 \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u00ad\u0647\u0627 \u0631\u0627 \u062f\u0633\u062a\u0647\u00ad \u0628\u0646\u062f\u06cc \u06a9\u0646\u062f \u0648 \u06cc\u06a9 \u0645\u062d\u062f\u0648\u062f\u0647 \u062a\u0635\u0645\u06cc\u0645\u00ad \u06af\u06cc\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AF%D9%84_Non-regularized\"><\/span><strong>\u0645\u062f\u0644 <\/strong><strong>Non-regularized<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06a9\u062f\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u00ad \u0633\u0627\u0632\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0632 Regularization:<\/p>\n<pre dir=\"ltr\">def model(X, Y, learning_rate = 0.3, num_iterations = 30000, print_cost = True, lambd = 0, keep_prob = 1):&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<br><br>grads = {}<br><br>costs = []&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<br><br>m = X.shape[1]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<br><br>layers_dims = [X.shape[0], 20, 3, 1]<br><br># Initialize parameters dictionary.<br>parameters = initialize_parameters(layers_dims)<br><br># Gradient descent<br>for i in range(0, num_iterations):<br><br># Forward propagation<br><br>if keep_prob == 1:<br><br>a3, cache = forward_propagation(X, parameters)<br><br>elif keep_prob &lt; 1:<br><br>a3, cache = forward_propagation_with_dropout(X, parameters, keep_prob)<br><br># Cost function<br>if lambd == 0:<br>cost = compute_cost(a3, Y)<br>else:<br>cost = compute_cost_with_regularization(a3, Y, parameters, lambd)<br># Backward propagation.<br>assert(lambd == 0 or keep_prob == 1)<br>if lambd == 0 and keep_prob == 1:<br>grads = backward_propagation(X, Y, cache)<br>elif lambd != 0:<br>grads = backward_propagation_with_regularization(X, Y, cache, lambd)<br>elif keep_prob &lt; 1:<br>grads = backward_propagation_with_dropout(X, Y, cache, keep_prob)<br># Update parameters.<br>parameters = update_parameters(parameters, grads, learning_rate)<br> # Print the loss every 10000 iterations<br>if print_cost and i % 10000 == 0:<br>print(\"Cost after iteration {}: {}\".format(i, cost))<br>if print_cost and i % 1000 == 0:<br>costs.append(cost) <br><br># plot the cost<br>plt.plot(costs)<br>plt.ylabel('cost')<br>plt.xlabel('iterations (x1,000)')<br>plt.title(\"Learning rate =\" + str(learning_rate))plt.show() return parameters<\/pre>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u06a9\u062f \u0628\u0627\u0644\u0627 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0632\u0645\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631\u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f\u060c \u062f\u0642\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u062a\u063a\u06cc\u0631 lambd \u0628\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 L2 Regularization \u0645\u0641\u06cc\u062f \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631 keep_prob \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Dropout \u0645\u0641\u06cc\u062f \u0645\u06cc \u00ad\u0628\u0627\u0634\u062f.<\/p>\n<p>\u062d\u0627\u0644 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631\u060c \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u062f\u0648\u0646 Regularization \u0627\u062c\u0631\u0627 \u0645\u06cc\u00ad \u06a9\u0646\u06cc\u0645 \u0648 \u062e\u0631\u0648\u062c\u06cc ( \u062f\u0642\u062a ) \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06a9\u0627\u0631\u0622\u06cc\u06cc \u067e\u0627\u06cc\u0647 \u062f\u0631\u0646\u0638\u0631 \u0645\u06cc\u00ad \u06af\u06cc\u0631\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062f\u0633\u062a\u0648\u0631-Regularization.png\" alt=\"\" class=\"wp-image-2373\" width=\"600\" height=\"372\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062f\u0633\u062a\u0648\u0631-Regularization.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062f\u0633\u062a\u0648\u0631-Regularization-300x186.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062f\u0633\u062a\u0648\u0631-Regularization-768x476.png 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n<p>\u062e\u0631\u0648\u062c\u06cc \u062d\u0627\u0635\u0644:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"612\" height=\"553\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062e\u0631\u0648\u062c\u06cc-\u062f\u0633\u062a\u0648\u0631-Regularization.png\" alt=\"\" class=\"wp-image-2374\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062e\u0631\u0648\u062c\u06cc-\u062f\u0633\u062a\u0648\u0631-Regularization.png 612w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062e\u0631\u0648\u062c\u06cc-\u062f\u0633\u062a\u0648\u0631-Regularization-300x271.png 300w\" sizes=\"(max-width: 612px) 100vw, 612px\" \/><\/figure><\/div>\n\n\n<p>\u0628\u062f \u0646\u0628\u0648\u062f\u060c \u062d\u0627\u0644 \u062f\u0633\u062a\u0648\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 \u0622\u0646 \u0627\u062c\u0631\u0627 \u0645\u06cc \u00ad\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0631\u0633\u0645-\u0646\u0645\u0648\u062f\u0627\u0631.png\" alt=\"\" class=\"wp-image-2375\" width=\"600\" height=\"230\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0631\u0633\u0645-\u0646\u0645\u0648\u062f\u0627\u0631.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0631\u0633\u0645-\u0646\u0645\u0648\u062f\u0627\u0631-300x115.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0631\u0633\u0645-\u0646\u0645\u0648\u062f\u0627\u0631-768x295.png 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u062d\u0627\u0635\u0644:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"612\" height=\"421\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0646\u0645\u0648\u062f\u0627\u0631-\u0628\u062f\u0648\u0646Regularization.png\" alt=\"\" class=\"wp-image-2378\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0646\u0645\u0648\u062f\u0627\u0631-\u0628\u062f\u0648\u0646Regularization.png 612w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0646\u0645\u0648\u062f\u0627\u0631-\u0628\u062f\u0648\u0646Regularization-300x206.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u0646\u0645\u0648\u062f\u0627\u0631-\u0628\u062f\u0648\u0646Regularization-110x75.png 110w\" sizes=\"(max-width: 612px) 100vw, 612px\" \/><\/figure><\/div>\n\n\n<p>\u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u0628\u0627\u0644\u0627\u060c \u0645\u062f\u0644 \u0645\u062f \u0646\u0638\u0631 \u062f\u0631 \u0628\u0639\u0636\u06cc \u0642\u0633\u0645\u062a\u00ad \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062f\u0686\u0627\u0631 \u0628\u06cc\u0634\u00ad \u0628\u0631\u0627\u0632\u0634 \u0645\u06cc \u00ad\u0628\u0627\u0634\u062f. \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u06cc\u0632\u0627\u0646 \u067e\u0627\u06cc\u0647 \u00ad\u0627\u06cc \u062e\u0637\u0627 \u0648 \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0645\u062f\u0644 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0645\u0641\u06cc\u062f \u0628\u0648\u062f\u0646 Regularization\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p><strong>L2 Regularization<\/strong><\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 L2 Regularization\u060c \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0627\u0628\u0639\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0647\u0632\u06cc\u0646\u0647 Regularization\u060c \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062a\u0627\u0628\u0639-\u0647\u0632\u06cc\u0646\u0647-Regularization.png\" alt=\"\" class=\"wp-image-2380\" width=\"600\" height=\"263\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062a\u0627\u0628\u0639-\u0647\u0632\u06cc\u0646\u0647-Regularization.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062a\u0627\u0628\u0639-\u0647\u0632\u06cc\u0646\u0647-Regularization-300x131.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u062a\u0627\u0628\u0639-\u0647\u0632\u06cc\u0646\u0647-Regularization-768x336.png 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n<p>\u0633\u067e\u0633\u060c <a href=\"https:\/\/shahaab-co.ir\/mag\/tag\/%d9%be%d8%b3-%d8%a7%d9%86%d8%aa%d8%b4%d8%a7%d8%b1\/\" target=\"_blank\" rel=\"noopener\">\u067e\u0633 \u00ad\u0627\u0646\u062a\u0634\u0627\u0631<\/a> ( \u062f\u0631 \u0645\u0642\u0627\u0644\u0647\u00ad \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f ) \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 Regularization \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u00ad \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization.png\" alt=\"\" class=\"wp-image-2381\" width=\"600\" height=\"545\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization-300x272.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization-768x697.png 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n<p>\u0628\u0633\u06cc\u0627\u0631 \u0639\u0627\u0644\u06cc\u060c \u062d\u0627\u0644 \u0645\u0627 \u0645\u06cc \u00ad\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0645\u062f\u0644\u0645\u0627\u0646 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 L2 Regularization \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0645\u062a\u063a\u06cc\u0631 lambda \u0628\u0631\u0627\u0628\u0631 \u06f0\u066b\u06f7 \u062f\u0631\u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u00ad\u0634\u0648\u062f \u0648 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"596\" height=\"558\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization-\u0646\u0645\u0648\u062f\u0627\u0631.png\" alt=\"\" class=\"wp-image-2382\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization-\u0646\u0645\u0648\u062f\u0627\u0631.png 596w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization-\u0646\u0645\u0648\u062f\u0627\u0631-300x281.png 300w\" sizes=\"(max-width: 596px) 100vw, 596px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"641\" height=\"421\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization-\u0646\u0645\u0648\u062f\u0627\u0631-2.png\" alt=\"\" class=\"wp-image-2383\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization-\u0646\u0645\u0648\u062f\u0627\u0631-2.png 641w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization-\u0646\u0645\u0648\u062f\u0627\u0631-2-300x197.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Regularization-\u0646\u0645\u0648\u062f\u0627\u0631-2-310x205.png 310w\" sizes=\"(max-width: 641px) 100vw, 641px\" \/><\/figure><\/div>\n\n\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u00ad\u0634\u0648\u062f\u060c \u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u0628\u0647 \u062f\u0642\u062a \u0645\u0646\u0627\u0633\u0628 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u062f\u0633\u062a\u00ad\u06cc\u0627\u0628\u06cc\u0645 \u0648 \u062f\u06cc\u06af\u0631 \u0628\u06cc\u0634\u00ad \u0628\u0631\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<p>\u062d\u0627\u0644 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0622\u06cc\u0627 Dropout \u0645\u06cc\u00ad \u062a\u0648\u0627\u0646\u062f \u0628\u0647\u062a\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0639\u0645\u0644 \u06a9\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631.<\/p>\n<p><strong>Dropout<\/strong><\/p>\n<p>\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u067e\u06cc\u0634 \u00ad\u0627\u0646\u062a\u0634\u0627\u0631 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645 \u0686\u0631\u0627\u06a9\u0647 \u0645\u06cc\u00ad \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u062b\u0631 \u0646\u0648\u062f \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0628\u0647\u00ad \u0635\u0648\u0631\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u062d\u0630\u0641 \u0634\u0648\u062f:<\/p>\n<pre dir=\"ltr\">def forward_propagation_with_dropout(X, parameters, keep_prob = 0.5):<br><br>np.random.seed(1)<br><br># Retrieve parameters<br>W1 = parameters[\"W1\"]<br>b1 = parameters[\"b1\"]<br>W2 = parameters[\"W2\"]<br>b2 = parameters[\"b2\"]<br>W3 = parameters[\"W3\"]<br>b3 = parameters[\"b3\"]<br><br># LINEAR -&gt; RELU -&gt; LINEAR -&gt; RELU -&gt; LINEAR -&gt; SIGMOID<br>Z1 = np.dot(W1, X) + b1<br>A1 = relu(Z1)<br><br>D1 = np.random.rand(A1.shape[0],A1.shape[1])&nbsp;&nbsp;&nbsp; # Step 1: initialize matrix D1 = np.random.rand(..., ...)<br>D1 = D1&lt;keep_prob&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # Step 2: convert entries of D1 to 0 or 1 (using keep_prob as the threshold)<br>A1 = np.multiply(D1, A1)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;# Step 3: shut down some neurons of A1<br>A1 = A1\/keep_prob&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # Step 4: scale the value of neurons that haven't been shut down<br>Z2 = np.dot(W2, A1) + b2<br>A2 = relu(Z2)<br><br>D2 = np.random.rand(A2.shape[0],A2.shape[1])&nbsp; &nbsp;&nbsp;# Step 1: initialize matrix D2 = np.random.rand(..., ...)<br>D2 = D2&lt;keep_prob&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # Step 2: convert entries of D2 to 0 or 1 (using keep_prob as the threshold)<br>A2 = np.multiply(D2, A2)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # Step 3: shut down some neurons of A2<br>A2 = A2\/keep_prob&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # Step 4: scale the value of neurons that haven't been shut down<br><br>Z3 = np.dot(W3, A2) + b3<br>A3 = sigmoid(Z3)<br><br>cache = (Z1, D1, A1, W1, b1, Z2, D2, A2, W2, b2, Z3, A3, W3, b3)<br><br>return A3, cache<\/pre>\n<p>\u062d\u0627\u0644 \u0628\u0627\u06cc\u062f \u067e\u0633 \u00ad\u0627\u0646\u062a\u0634\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 Dropout \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre dir=\"ltr\">def backward_propagation_with_dropout(X, Y, cache, keep_prob):<br><br>m = X.shape[1]<br>(Z1, D1, A1, W1, b1, Z2, D2, A2, W2, b2, Z3, A3, W3, b3) = cache<br><br>dZ3 = A3 - Y<br>dW3 = 1.\/m * np.dot(dZ3, A2.T)<br>db3 = 1.\/m * np.sum(dZ3, axis=1, keepdims = True)<br>dA2 = np.dot(W3.T, dZ3)<br><br>dA2 = np.multiply(dA2, D2)&nbsp;&nbsp;&nbsp; # Step 1: Apply mask D2 to shut down the same neurons as during the forward propagation<br>dA2 = dA2\/keep_prob&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # Step 2: Scale the value of neurons that haven't been shut down<br><br>dZ2 = np.multiply(dA2, np.int64(A2 &gt; 0))<br>dW2 = 1.\/m * np.dot(dZ2, A1.T)<br>db2 = 1.\/m * np.sum(dZ2, axis=1, keepdims = True)<br><br>dA1 = np.dot(W2.T, dZ2)<br><br>dA1 = np.multiply(dA1, D1)&nbsp;&nbsp;&nbsp; # Step 1: Apply mask D1 to shut down the same neurons as during the forward propagation<br>dA1 = dA1\/keep_prob&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; # Step 2: Scale the value of neurons that haven't been shut down<br><br>dZ1 = np.multiply(dA1, np.int64(A1 &gt; 0))<br>dW1 = 1.\/m * np.dot(dZ1, X.T)<br>db1 = 1.\/m * np.sum(dZ1, axis=1, keepdims = True)<br><br>gradients = {\"dZ3\": dZ3, \"dW3\": dW3, \"db3\": db3,\"dA2\": dA2,<br>\"dZ2\": dZ2, \"dW2\": dW2, \"db2\": db2, \"dA1\": dA1,<br>\"dZ1\": dZ1, \"dW1\": dW1, \"db1\": db1}<br><br>return gradients<\/pre>\n<p>\u0628\u0633\u06cc\u0627\u0631 \u0639\u0627\u0644\u06cc\u060c \u062d\u0627\u0644 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0645\u062f\u0644 \u0645\u062f \u0646\u0638\u0631 \u0628\u0627 Dropout \u0648 \u0622\u0633\u062a\u0627\u0646\u0647 \u06f0\u066b\u06f8 \u0686\u06af\u0648\u0646\u0647 \u0639\u0645\u0644 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"596\" height=\"557\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Dropout.png\" alt=\"\" class=\"wp-image-2388\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Dropout.png 596w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Dropout-300x280.png 300w\" sizes=\"(max-width: 596px) 100vw, 596px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"624\" height=\"425\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Dropout-2.png\" alt=\"\" class=\"wp-image-2389\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Dropout-2.png 624w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Dropout-2-300x204.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/07\/\u0634\u0628\u06a9\u0647-\u0647\u0627\u06cc-\u0639\u0635\u0628\u06cc-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-Dropout-2-110x75.png 110w\" sizes=\"(max-width: 624px) 100vw, 624px\" \/><\/figure><\/div>\n\n\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u00ad\u0641\u0631\u0645\u0627\u06cc\u06cc\u062f\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dropout \u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u0628\u0647 \u062f\u0642\u062a\u06cc \u0628\u0647\u062a\u0631 \u0627\u0632 \u0645\u062f\u0644 \u0642\u0628\u0644 \u062f\u0633\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0628\u0633\u06cc\u0627\u0631\u0639\u0627\u0644\u06cc\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0634\u0645\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 Regularization \u0645\u06cc\u00ad \u062a\u0648\u0627\u0646\u062f \u06a9\u0627\u0631\u0622\u06cc\u06cc \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u062f\u0647\u062f\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627 \u067e\u06cc\u0627\u062f\u0647 \u00ad\u0633\u0627\u0632\u06cc L2 Regularization \u0648 Dropout \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062f\u0633\u062a\u0647 \u00ad\u0628\u0646\u062f\u06cc\u060c \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u062f.<\/p>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/h4>\n\n<ul class=\"wp-block-latest-posts__list wp-block-latest-posts\"><li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/tesla-vision-ai-lane-detection\/\">\u062a\u0633\u0644\u0627 \u0648\u06cc\u0698\u0646 \u0686\u06cc\u0633\u062a \u0648 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062a\u0633\u0644\u0627 \u0686\u06af\u0648\u0646\u0647 \u062e\u0637\u0648\u0637 \u062c\u0627\u062f\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/offline-ai-for-mobile\/\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u06af\u0648\u0634\u06cc<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/which-ai-is-working-now\/\">\u06a9\u062f\u0627\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0644\u0627\u0646 \u06a9\u0627\u0631 \u0645\u06cc\u06a9\u0646\u0647\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/how-to-find-hidden-spy-cameras-in-hotels\/\">\u062f\u0648\u0631\u0628\u06cc\u0646 \u0647\u0627\u06cc \u062c\u0627\u0633\u0648\u0633\u06cc \u062f\u0631 \u0647\u062a\u0644 \u0647\u0627! \u0686\u06af\u0648\u0646\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634\u0627\u0646 \u06a9\u0646\u06cc\u0645\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/how-autonomous-vehicles-see-surroundings\/\">\u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0631\u0646\u0634\u06cc\u0646 \u0686\u06af\u0648\u0646\u0647 \u0645\u062d\u06cc\u0637 \u0627\u0637\u0631\u0627\u0641 \u0631\u0627 \u0645\u06cc \u0628\u06cc\u0646\u0646\u062f\u061f<\/a><\/li>\n<\/ul>\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/towardsdatascience.com\/how-to-improve-a-neural-network-with-regularization-8a18ecda9fe3\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">TowardsDataScience<\/a> <a href=\"https:\/\/icml.cc\/Conferences\/2004\/proceedings\/papers\/354.pdf\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\"> Andrew Y. Ng , Feature selection, L1 vs. L2 regularization, and rotational invariance<\/a> <a href=\"https:\/\/www.researchgate.net\/publication\/246546737_Dropout_Training_as_Adaptive_Regularization\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Wager, Stefan and Wang, Sida and Liang, Percy S,Dropout training as adaptive regularization<\/a> <a href=\"https:\/\/gist.github.com\/marcopeix\/1a8c353c8b77c0947e4e9446a23608b9\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Github<\/a>\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;2348&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0638\u0645 \u062f\u0647\u06cc ( Regularization )\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f\u061f&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u06af\u0627\u0647\u06cc \u0634\u0645\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u062f\u0646\u0638\u0631\u062a\u0627\u0646 \u0631\u0627 \u0633\u0627\u062e\u062a\u0647 \u00ad\u0627\u06cc\u062f \u0648 \u0645\u06cc\u00ad \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0647 \u062e\u0648\u0628\u06cc \u0639\u0645\u0644 \u0645\u06cc\u00ad \u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u062e\u0648\u0628 \u0639\u0645\u0644 \u0646\u0645\u06cc\u00ad \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0646\u0634\u0627\u0646\u00ad \u062f\u0647\u0646\u062f\u0647 \u0645\u0633\u0626\u0644\u0647 \u0628\u06cc\u0634 \u00ad\u0628\u0631\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 ( Overfitting ) \u0645\u06cc \u00ad\u0628\u0627\u0634\u062f \u0648 \u06cc\u0639\u0646\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0634\u0645\u0627 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f \u0648 \u0646\u0645\u06cc\u00ad &hellip;<\/p>\n","protected":false},"author":7,"featured_media":2397,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[19,18],"tags":[84,140,97,101,141,86],"class_list":["post-2348","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-84","tag-140","tag-97","tag-101","tag-141","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/2348","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=2348"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/2348\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/2397"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=2348"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=2348"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=2348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}